{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud\n",
    "\n",
    "import jieba\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0099ff size=4 face=\"黑体\"> jieba用法 </font>\n",
    "\n",
    "功能 1)：分词\n",
    "\n",
    "jieba.cut方法接受两个输入参数: 1) 第一个参数为需要分词的字符串 2）cut_all参数用来控制是否采用全模式\n",
    "jieba.cut_for_search方法接受一个参数：需要分词的字符串,该方法适合用于搜索引擎构建倒排索引的分词，粒度比较细\n",
    "注意：待分词的字符串可以是gbk字符串、utf-8字符串或者unicode\n",
    "jieba.cut以及jieba.cut_for_search返回的结构都是一个可迭代的generator，可以使用for循环来获得分词后得到的每一个词语(unicode)，也可以用list(jieba.cut(...))转化为list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Full Mode: 我/ 来到/ 北京/ 清华/ 清华大学/ 华大/ 大学\n",
      "Default Mode: 我/ 来到/ 北京/ 清华大学\n",
      "他, 来到, 了, 网易, 杭研, 大厦\n",
      "小明, 硕士, 毕业, 于, 中国, 科学, 学院, 科学院, 中国科学院, 计算, 计算所, ，, 然后, 在, 日本, 京都, 大学, 日本京都大学, 深造\n"
     ]
    }
   ],
   "source": [
    "seg_list = jieba.cut(\"我来到北京清华大学\", cut_all=True)\n",
    "print (\"Full Mode:\", \"/ \".join(seg_list)  )# 全模式\n",
    "\n",
    "seg_list = jieba.cut(\"我来到北京清华大学\", cut_all=False)\n",
    "print(\"Default Mode:\", \"/ \".join(seg_list) ) # 精确模式\n",
    "\n",
    "seg_list = jieba.cut(\"他来到了网易杭研大厦\")  # 默认是精确模式\n",
    "print (\", \".join(seg_list))\n",
    "\n",
    "seg_list = jieba.cut_for_search(\"小明硕士毕业于中国科学院计算所，然后在日本京都大学深造\")  # 搜索引擎模式\n",
    "print (\", \".join(seg_list))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "功能 2) ：添加自定义词典\n",
    "\n",
    "开发者可以指定自己自定义的词典，以便包含jieba词库里没有的词。虽然jieba有新词识别能力，但是自行添加新词可以保证更高的正确率\n",
    "用法： jieba.load_userdict(file_name) # file_name为自定义词典的路径\n",
    "词典格式和dict.txt一样，一个词占一行；每一行分三部分，一部分为词语，另一部分为词频，最后为词性（可省略），用空格隔开\n",
    "\n",
    "自定义词典：https://github.com/fxsjy/jieba/blob/master/test/userdict.txt\n",
    "用法示例：https://github.com/fxsjy/jieba/blob/master/test/test_userdict.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "功能 3) ：关键词提取\n",
    "\n",
    "jieba.analyse.extract_tags(sentence,topK) #需要先import jieba.analyse\n",
    "setence为待提取的文本\n",
    "topK为返回几个TF/IDF权重最大的关键词，默认值为20\n",
    "\n",
    "代码示例 （关键词提取）\n",
    "https://github.com/fxsjy/jieba/blob/master/test/extract_tags.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "功能 4) : 词性标注\n",
    "标注句子分词后每个词的词性，采用和ictclas兼容的标记法\n",
    "\n",
    "用法示例\n",
    "  >>> import jieba.posseg as pseg\n",
    "  >>> words = pseg.cut(\"我爱北京天安门\")\n",
    "  >>> for w in words:\n",
    "  ...    print w.word, w.flag\n",
    "  ...\n",
    "  我 r\n",
    "  爱 v\n",
    "  北京 ns\n",
    "  天安门 ns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#读取txt文件\n",
    "#定义一个空字符串\n",
    "final = \"\"\n",
    "#文件夹位置\n",
    "#filename = r\"E:\\Program Files\\爬虫\\word.txt\" \n",
    "#打开文件夹，读取内容，并进行分词\n",
    "with open('海贼王.txt','r',encoding = 'utf-8') as f:    \n",
    "    for line in f.readlines():        \n",
    "        word = jieba.cut(line)        \n",
    "        for i in word:            \n",
    "            final = final + i +\" \"\n",
    "\n",
    "#构造词云\n",
    "word_pic = WordCloud(font_path = r'C:\\Windows\\Fonts\\simhei.ttf',width = 2000,height = 1000).generate(final)\n",
    "plt.imshow(word_pic)\n",
    "#去掉坐标轴\n",
    "plt.axis('off')\n",
    "#保存图片到相应文件夹\n",
    "plt.savefig(r'E:\\Program Files\\6.png')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image, ImageSequence\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud, ImageColorGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 初始化图片\n",
    "image = Image.open('海贼王.jpg')\n",
    "graph = np.array(image)\n",
    "\n",
    "# 生成云图，这里需要注意的是WordCloud默认不支持中文，所以这里需要加载中文黑体字库\n",
    "word_pic = WordCloud(font_path = r'C:\\Windows\\Fonts\\simhei.ttf',background_color='white', width = 4000,height = 2000,max_words=1000, mask=graph).generate(final)\n",
    "image_color = ImageColorGenerator(graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示图片\n",
    "plt.imshow(word_pic)\n",
    "plt.imshow(word_pic.recolor(color_func=image_color))\n",
    "plt.axis(\"off\") # 关闭图像坐标系\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
